{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# Synthetic data examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "In this Notebook we will build synthetic data suitable to Alphalens analysis. This is useful to understand how Alphalens expects the input to be formatted and also it is a good testing environment to experiment with Alphalens."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "    \n",
    "from numpy import nan\n",
    "from pandas import (DataFrame, date_range)\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from alphalens.tears import (create_returns_tear_sheet,\n",
    "                      create_information_tear_sheet,\n",
    "                      create_turnover_tear_sheet,\n",
    "                      create_summary_tear_sheet,\n",
    "                      create_full_tear_sheet,\n",
    "                      create_event_returns_tear_sheet,\n",
    "                      create_event_study_tear_sheet)\n",
    "\n",
    "from alphalens.utils import get_clean_factor_and_forward_returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#\n",
    "# build price\n",
    "#\n",
    "price_index = date_range(start='2015-1-10', end='2015-2-28')\n",
    "price_index.name = 'date'\n",
    "tickers = ['A', 'B', 'C', 'D', 'E', 'F']\n",
    "data = [[1.0025**i, 1.005**i, 1.00**i, 0.995**i, 1.005**i, 1.00**i]\n",
    "        for i in range(1, 51)]\n",
    "prices = DataFrame(index=price_index, columns=tickers, data=data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f5d6d002400>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d6d534cf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prices.plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "      <th>E</th>\n",
       "      <th>F</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-10</th>\n",
       "      <td>1.002500</td>\n",
       "      <td>1.005000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.995000</td>\n",
       "      <td>1.005000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-11</th>\n",
       "      <td>1.005006</td>\n",
       "      <td>1.010025</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.990025</td>\n",
       "      <td>1.010025</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-12</th>\n",
       "      <td>1.007519</td>\n",
       "      <td>1.015075</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.985075</td>\n",
       "      <td>1.015075</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-13</th>\n",
       "      <td>1.010038</td>\n",
       "      <td>1.020151</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.980150</td>\n",
       "      <td>1.020151</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-14</th>\n",
       "      <td>1.012563</td>\n",
       "      <td>1.025251</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.975249</td>\n",
       "      <td>1.025251</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   A         B    C         D         E    F\n",
       "date                                                        \n",
       "2015-01-10  1.002500  1.005000  1.0  0.995000  1.005000  1.0\n",
       "2015-01-11  1.005006  1.010025  1.0  0.990025  1.010025  1.0\n",
       "2015-01-12  1.007519  1.015075  1.0  0.985075  1.015075  1.0\n",
       "2015-01-13  1.010038  1.020151  1.0  0.980150  1.020151  1.0\n",
       "2015-01-14  1.012563  1.025251  1.0  0.975249  1.025251  1.0"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prices.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Now it's time to build the events DataFrame, the input will give to Alphalens.\n",
    "\n",
    "Alphalens calculates statistics for those dates where the input DataFrame has values (not NaN). So to compute the performace analysis on specific dates and securities (like an event study) then we have to make sure the input DataFrame contains valid values only on those date/security combinations where the event happens. All the other values in the DataFrame must be NaN or not present.\n",
    "\n",
    "Also, make sure the event values are positive (it doesn't matter the value but they must be positive) if you intend to go long on the events and use negative values if you intent to go short. This impacts the cumulative returns plots. \n",
    "\n",
    "Let's create the event DataFrame where we \"mark\" (any value) each day a security price fall below 30$. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "#\n",
    "# build factor\n",
    "#\n",
    "factor_index = date_range(start='2015-1-15', end='2015-2-13')\n",
    "factor_index.name = 'date'\n",
    "\n",
    "event = DataFrame(index=factor_index, columns=tickers,\n",
    "                   data=[[1, nan, nan, nan, nan, nan],\n",
    "                         [4, nan, nan, 7, nan, nan],\n",
    "                         [nan, nan, nan, nan, nan, nan],\n",
    "                         [nan, 3, nan, 2, nan, nan],\n",
    "                         [1, nan, nan, nan, nan, nan],\n",
    "                         [nan, nan, 2, nan, nan, nan],\n",
    "                         [nan, nan, nan, 2, nan, nan],\n",
    "                         [nan, nan, nan, 1, nan, nan],\n",
    "                         [2, nan, nan, nan, nan, nan],\n",
    "                         [nan, nan, nan, nan, 5, nan],\n",
    "                         [nan, nan, nan, 2, nan, nan],\n",
    "                         [nan, nan, nan, nan, nan, nan],\n",
    "                         [2, nan, nan, nan, nan, nan],\n",
    "                         [nan, nan, nan, nan, nan, 5],\n",
    "                         [nan, nan, nan, 1, nan, nan],\n",
    "                         [nan, nan, nan, nan, 4, nan],\n",
    "                         [5, nan, nan, 4, nan, nan],\n",
    "                         [nan, nan, nan, 3, nan, nan],\n",
    "                         [nan, nan, nan, 4, nan, nan],\n",
    "                         [nan, nan, 2, nan, nan, nan],\n",
    "                         [5, nan, nan, nan, nan, nan],\n",
    "                         [nan, 1, nan, nan, nan, nan],\n",
    "                         [nan, nan, nan, nan, 4, nan],\n",
    "                         [0, nan, nan, nan, nan, nan],\n",
    "                         [nan, 5, nan, nan, nan, 4],\n",
    "                         [nan, nan, nan, nan, nan, nan],\n",
    "                         [nan, nan, 5, nan, nan, 3],\n",
    "                         [nan, nan, 1, 2, 3, nan],\n",
    "                         [nan, nan, nan, 5, nan, nan],\n",
    "                         [nan, nan, 1, nan, 3, nan]]).stack()\n",
    "factor_groups = {'A': 'Group1', 'B': 'Group2', 'C': 'Group1', 'D': 'Group2', 'E': 'Group1', 'F': 'Group2'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date         \n",
       "2015-01-15  A    1.0\n",
       "2015-01-16  A    4.0\n",
       "            D    7.0\n",
       "2015-01-18  B    3.0\n",
       "            D    2.0\n",
       "2015-01-19  A    1.0\n",
       "2015-01-20  C    2.0\n",
       "2015-01-21  D    2.0\n",
       "2015-01-22  D    1.0\n",
       "2015-01-23  A    2.0\n",
       "dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dropped 2.9% entries from factor data: 0.0% in forward returns computation and 2.9% in binning phase (set max_loss=0 to see potentially suppressed Exceptions).\n",
      "max_loss is 35.0%, not exceeded: OK!\n"
     ]
    }
   ],
   "source": [
    "event_data = get_clean_factor_and_forward_returns(event, prices,\n",
    "                                                  quantiles=None, bins=1,\n",
    "                                                  periods=(1, 2, 3, 4, 5, 10, 15), filter_zscore=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>1D</th>\n",
       "      <th>2D</th>\n",
       "      <th>3D</th>\n",
       "      <th>4D</th>\n",
       "      <th>5D</th>\n",
       "      <th>10D</th>\n",
       "      <th>15D</th>\n",
       "      <th>factor</th>\n",
       "      <th>factor_quantile</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th>asset</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2015-01-15</th>\n",
       "      <th>A</th>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.005006</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.010038</td>\n",
       "      <td>0.012563</td>\n",
       "      <td>0.025283</td>\n",
       "      <td>0.038163</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-01-16</th>\n",
       "      <th>A</th>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.005006</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.010038</td>\n",
       "      <td>0.012563</td>\n",
       "      <td>0.025283</td>\n",
       "      <td>0.038163</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td>-0.0050</td>\n",
       "      <td>-0.009975</td>\n",
       "      <td>-0.014925</td>\n",
       "      <td>-0.019850</td>\n",
       "      <td>-0.024751</td>\n",
       "      <td>-0.048890</td>\n",
       "      <td>-0.072431</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">2015-01-18</th>\n",
       "      <th>B</th>\n",
       "      <td>0.0050</td>\n",
       "      <td>0.010025</td>\n",
       "      <td>0.015075</td>\n",
       "      <td>0.020151</td>\n",
       "      <td>0.025251</td>\n",
       "      <td>0.051140</td>\n",
       "      <td>0.077683</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>D</th>\n",
       "      <td>-0.0050</td>\n",
       "      <td>-0.009975</td>\n",
       "      <td>-0.014925</td>\n",
       "      <td>-0.019850</td>\n",
       "      <td>-0.024751</td>\n",
       "      <td>-0.048890</td>\n",
       "      <td>-0.072431</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-19</th>\n",
       "      <th>A</th>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.005006</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.010038</td>\n",
       "      <td>0.012563</td>\n",
       "      <td>0.025283</td>\n",
       "      <td>0.038163</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-20</th>\n",
       "      <th>C</th>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-21</th>\n",
       "      <th>D</th>\n",
       "      <td>-0.0050</td>\n",
       "      <td>-0.009975</td>\n",
       "      <td>-0.014925</td>\n",
       "      <td>-0.019850</td>\n",
       "      <td>-0.024751</td>\n",
       "      <td>-0.048890</td>\n",
       "      <td>-0.072431</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-22</th>\n",
       "      <th>D</th>\n",
       "      <td>-0.0050</td>\n",
       "      <td>-0.009975</td>\n",
       "      <td>-0.014925</td>\n",
       "      <td>-0.019850</td>\n",
       "      <td>-0.024751</td>\n",
       "      <td>-0.048890</td>\n",
       "      <td>-0.072431</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-01-23</th>\n",
       "      <th>A</th>\n",
       "      <td>0.0025</td>\n",
       "      <td>0.005006</td>\n",
       "      <td>0.007519</td>\n",
       "      <td>0.010038</td>\n",
       "      <td>0.012563</td>\n",
       "      <td>0.025283</td>\n",
       "      <td>0.038163</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      1D        2D        3D        4D        5D       10D  \\\n",
       "date       asset                                                             \n",
       "2015-01-15 A      0.0025  0.005006  0.007519  0.010038  0.012563  0.025283   \n",
       "2015-01-16 A      0.0025  0.005006  0.007519  0.010038  0.012563  0.025283   \n",
       "           D     -0.0050 -0.009975 -0.014925 -0.019850 -0.024751 -0.048890   \n",
       "2015-01-18 B      0.0050  0.010025  0.015075  0.020151  0.025251  0.051140   \n",
       "           D     -0.0050 -0.009975 -0.014925 -0.019850 -0.024751 -0.048890   \n",
       "2015-01-19 A      0.0025  0.005006  0.007519  0.010038  0.012563  0.025283   \n",
       "2015-01-20 C      0.0000  0.000000  0.000000  0.000000  0.000000  0.000000   \n",
       "2015-01-21 D     -0.0050 -0.009975 -0.014925 -0.019850 -0.024751 -0.048890   \n",
       "2015-01-22 D     -0.0050 -0.009975 -0.014925 -0.019850 -0.024751 -0.048890   \n",
       "2015-01-23 A      0.0025  0.005006  0.007519  0.010038  0.012563  0.025283   \n",
       "\n",
       "                       15D  factor  factor_quantile  \n",
       "date       asset                                     \n",
       "2015-01-15 A      0.038163     1.0              1.0  \n",
       "2015-01-16 A      0.038163     4.0              1.0  \n",
       "           D     -0.072431     7.0              1.0  \n",
       "2015-01-18 B      0.077683     3.0              1.0  \n",
       "           D     -0.072431     2.0              1.0  \n",
       "2015-01-19 A      0.038163     1.0              1.0  \n",
       "2015-01-20 C      0.000000     2.0              1.0  \n",
       "2015-01-21 D     -0.072431     2.0              1.0  \n",
       "2015-01-22 D     -0.072431     1.0              1.0  \n",
       "2015-01-23 A      0.038163     2.0              1.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "event_data.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Quantiles Statistics\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>count</th>\n",
       "      <th>count %</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>factor_quantile</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.058824</td>\n",
       "      <td>1.613225</td>\n",
       "      <td>34</td>\n",
       "      <td>100.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 min  max      mean       std  count  count %\n",
       "factor_quantile                                              \n",
       "1.0              1.0  7.0  3.058824  1.613225     34    100.0"
      ]
     },
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       "<matplotlib.figure.Figure at 0x7f5d6cf9e128>"
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d6cfa2668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/lucasca/.local/lib/python3.5/site-packages/matplotlib/axes/_axes.py:2818: MatplotlibDeprecationWarning: Use of None object as fmt keyword argument to suppress plotting of data values is deprecated since 1.4; use the string \"none\" instead.\n",
      "  warnings.warn(msg, mplDeprecation, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d6ad3ca90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d6ae4e9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f5d6ac957b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_event_study_tear_sheet(event_data, prices, avgretplot=(5, 10))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
